{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "a00b029a-c8fc-4fa3-8c84-3d9b38a5b06e",
   "metadata": {},
   "source": [
    "# Accounting for formation or storage loss in PyBaMM simulations\n",
    "What if a PyBaMM parameter set exists for your cell, but the cell has lost capacity due to SEI formation or SEI growth during storage? It is easy to modify the parameters to account for this."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "ebcb2f97-df81-4ea2-b876-c332c73968a5",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Note: you may need to restart the kernel to use updated packages.\n"
     ]
    }
   ],
   "source": [
    "%pip install \"pybamm[plot,cite]\" -q    # install PyBaMM if it is not installed\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "import pybamm"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a43bb7e5-fc1c-4d89-9af2-6b4ec35774ff",
   "metadata": {},
   "source": [
    "Here, we model the effect of storage on the capacity of the LG M50 cell. [Chen et al. (2020)](https://iopscience.iop.org/article/10.1149/1945-7111/ab9050) measured a capacity of 5 Ah, but [Kirkaldy et al. (2022)](https://chemrxiv.org/engage/chemrxiv/article-details/622b8d933599deea00fc1f95) measured a smaller capacity of 4.865 Ah. [Li et al. (2025)](https://www.nature.com/articles/s41467-025-57968-3) assumed the discrepancy to be caused by SEI formation during storage and adjusted three parameters accordingly: initial negative electrode stoichiometry, SEI thickness and negative electrode porosity. First, print the original values of these parameters:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "5fb93dfc-736b-481d-acb3-fe9592d76185",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Before storage, the initial negative electrode stiochiometry is 90.13973983641687%.\n",
      "Before storage, the SEI thickness is 5.0 nm.\n",
      "Before storage, the porosity is 25.0%.\n"
     ]
    }
   ],
   "source": [
    "model = pybamm.lithium_ion.DFN({\"SEI\": \"constant\"})\n",
    "param = pybamm.ParameterValues(\"Chen2020\")\n",
    "exp = pybamm.Experiment([\"Discharge at 1C until 2.5 V\"])\n",
    "sim_original = pybamm.Simulation(model, parameter_values=param, experiment=exp)\n",
    "sol_original = sim_original.solve()\n",
    "c_max_n = param[\"Maximum concentration in negative electrode [mol.m-3]\"]\n",
    "c_init_n = param[\"Initial concentration in negative electrode [mol.m-3]\"]\n",
    "print(\n",
    "    f\"Before storage, the initial negative electrode stiochiometry is {100 * c_init_n / c_max_n}%.\"\n",
    ")\n",
    "L_SEI_0 = param[\"Initial SEI thickness [m]\"]\n",
    "print(f\"Before storage, the SEI thickness is {L_SEI_0 * 1e9} nm.\")\n",
    "eps_neg = param[\"Negative electrode porosity\"]\n",
    "print(f\"Before storage, the porosity is {eps_neg * 100}%.\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "449cb8de-dc85-4848-ae30-e23176b791d5",
   "metadata": {},
   "outputs": [],
   "source": [
    "F = 96485.3\n",
    "L_n = param[\"Negative electrode thickness [m]\"]\n",
    "L_y = param[\"Electrode width [m]\"]\n",
    "L_z = param[\"Electrode height [m]\"]\n",
    "V_n = L_n * L_y * L_z\n",
    "R_n = param[\"Negative particle radius [m]\"]\n",
    "eps_act_n = param[\"Negative electrode active material volume fraction\"]\n",
    "a_n = 3 * eps_act_n / R_n\n",
    "V_bar_SEI = param[\"SEI partial molar volume [m3.mol-1]\"]\n",
    "z_SEI = param[\"Ratio of lithium moles to SEI moles\"]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "af4ce6fb-47d9-44c5-a6b5-445053d92d81",
   "metadata": {},
   "source": [
    "Enter your storage loss here."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "bc6d6b19-edf5-44f3-8197-ed6d3b4f304e",
   "metadata": {},
   "outputs": [],
   "source": [
    "Delta_Q_Ah = 0.135  # From Li et al. (2025) via Kirkaldy et al. (2022). Change it and see what happens!"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e207105d-a27a-45b3-a2b1-ae2325607b4d",
   "metadata": {},
   "source": [
    "It is convieniently assumed here that all of the lost lithium comes out of the negative electrode, because this will not (usually) affect the voltage. If a change in voltage is measured - for example, during a formation cycle - the positive stoichiometry may also need to change."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "91ff1486-053e-4b35-8204-039530185236",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "After storage, the initial negative electrode stoichiometry is 87.82318249083892%.\n",
      "After storage, the SEI thickness is 71.85256873780948 nm.\n",
      "After storage, the porosity is 22.24115563720015%.\n"
     ]
    }
   ],
   "source": [
    "c_SEI = Delta_Q_Ah * 3600 / (F * z_SEI * V_n)  # SEI concentration\n",
    "Delta_c_n = (\n",
    "    c_SEI * z_SEI / eps_act_n\n",
    ")  # loss of lithium from negative electrode particles\n",
    "c_init_degraded = c_init_n - Delta_c_n\n",
    "print(\n",
    "    f\"After storage, the initial negative electrode stoichiometry is {100 * c_init_degraded / c_max_n}%.\"\n",
    ")\n",
    "L_SEI_0_degraded = c_SEI * V_bar_SEI / a_n\n",
    "print(f\"After storage, the SEI thickness is {L_SEI_0_degraded * 1e9} nm.\")\n",
    "eps_neg_degraded = eps_neg - L_SEI_0_degraded * a_n\n",
    "print(f\"After storage, the porosity is {eps_neg_degraded * 100}%.\")\n",
    "param_degraded = param.copy()\n",
    "param_degraded.update(\n",
    "    {\n",
    "        \"Initial concentration in negative electrode [mol.m-3]\": c_init_degraded,\n",
    "        \"Initial SEI thickness [m]\": L_SEI_0_degraded,\n",
    "        \"Negative electrode porosity\": eps_neg_degraded,\n",
    "    }\n",
    ")\n",
    "sim_degraded = pybamm.Simulation(model, parameter_values=param_degraded, experiment=exp)\n",
    "sol_degraded = sim_degraded.solve()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7de2a270-5fdd-47f1-ba8f-5ff03ecb52c2",
   "metadata": {},
   "source": [
    "Now we know exactly how much the parameters have changed during storage. Plot and compare:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "34b1cade-a9de-49cb-a260-d074728ca395",
   "metadata": {},
   "outputs": [
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "t_original = sol_original[\"Time [s]\"].entries\n",
    "V_original = sol_original[\"Voltage [V]\"].entries\n",
    "t_degraded = sol_degraded[\"Time [s]\"].entries\n",
    "V_degraded = sol_degraded[\"Voltage [V]\"].entries\n",
    "plt.figure()\n",
    "plt.plot(t_original, V_original, label=\"original\")\n",
    "plt.plot(t_degraded, V_degraded, label=\"degraded\", linestyle=\"dashed\")\n",
    "plt.xlabel(\"Time [s]\")\n",
    "plt.ylabel(\"Voltage [V]\")\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "57fc1a79-9e1b-4e87-9f57-a2f61fbfc3f9",
   "metadata": {},
   "source": [
    "Inspection of the plot reveals the cell has lost the correct amount of capacity. In addition, we can plot the voltage components to see how much the change in porosity has affected the overpotentials:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "6b2e220b-d145-4a2a-9f58-06c5b51e4914",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "(<Figure size 800x400 with 1 Axes>, <Axes: xlabel='Time [h]'>)"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sol_original.plot_voltage_components(split_by_electrode=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "9da210f7-92d4-4d58-b27c-f59fb419ee7e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "(<Figure size 800x400 with 1 Axes>, <Axes: xlabel='Time [h]'>)"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sol_degraded.plot_voltage_components(split_by_electrode=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4f69f81d-0e02-45db-a434-dc29da46d83b",
   "metadata": {},
   "source": [
    "There is indeed a slight increase in the Ohmic and non-Ohmic electrolyte overpotentials. Note also that the voltage components no longer add up; this is due to the SEI film resistance, which is an additional overpotential that `plot_voltage_components` does not account for."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "752d75e3-e6d4-4a45-b730-788959453a3f",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[1] Joel A. E. Andersson, Joris Gillis, Greg Horn, James B. Rawlings, and Moritz Diehl. CasADi – A software framework for nonlinear optimization and optimal control. Mathematical Programming Computation, 11(1):1–36, 2019. doi:10.1007/s12532-018-0139-4.\n",
      "[2] Von DAG Bruggeman. Berechnung verschiedener physikalischer konstanten von heterogenen substanzen. i. dielektrizitätskonstanten und leitfähigkeiten der mischkörper aus isotropen substanzen. Annalen der physik, 416(7):636–664, 1935.\n",
      "[3] Chang-Hui Chen, Ferran Brosa Planella, Kieran O'Regan, Dominika Gastol, W. Dhammika Widanage, and Emma Kendrick. Development of Experimental Techniques for Parameterization of Multi-scale Lithium-ion Battery Models. Journal of The Electrochemical Society, 167(8):080534, 2020. doi:10.1149/1945-7111/ab9050.\n",
      "[4] Marc Doyle, Thomas F. Fuller, and John Newman. Modeling of galvanostatic charge and discharge of the lithium/polymer/insertion cell. Journal of the Electrochemical society, 140(6):1526–1533, 1993. doi:10.1149/1.2221597.\n",
      "[5] Charles R. Harris, K. Jarrod Millman, Stéfan J. van der Walt, Ralf Gommers, Pauli Virtanen, David Cournapeau, Eric Wieser, Julian Taylor, Sebastian Berg, Nathaniel J. Smith, and others. Array programming with NumPy. Nature, 585(7825):357–362, 2020. doi:10.1038/s41586-020-2649-2.\n",
      "[6] Alan C. Hindmarsh. The PVODE and IDA algorithms. Technical Report, Lawrence Livermore National Lab., CA (US), 2000. doi:10.2172/802599.\n",
      "[7] Alan C. Hindmarsh, Peter N. Brown, Keith E. Grant, Steven L. Lee, Radu Serban, Dan E. Shumaker, and Carol S. Woodward. SUNDIALS: Suite of nonlinear and differential/algebraic equation solvers. ACM Transactions on Mathematical Software (TOMS), 31(3):363–396, 2005. doi:10.1145/1089014.1089020.\n",
      "[8] Valentin Sulzer, Scott G. Marquis, Robert Timms, Martin Robinson, and S. Jon Chapman. Python Battery Mathematical Modelling (PyBaMM). Journal of Open Research Software, 9(1):14, 2021. doi:10.5334/jors.309.\n",
      "\n"
     ]
    }
   ],
   "source": [
    "pybamm.print_citations()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "bd60adce-5bd9-4863-9faf-fca5903f233d",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
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   "language": "python",
   "name": "python3"
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    "name": "ipython",
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   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
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